{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AutoGuessQuery 测试\n",
    "\n",
    "本笔记本用于测试 `src/autocoder/agent/auto_guess_query.py` 中的 AutoGuessQuery 类功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始化环境\n",
    "import os\n",
    "import sys\n",
    "from autocoder.agent.auto_guess_query import AutoGuessQuery, NextQuery\n",
    "import byzerllm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2024-12-27 10:06:49.098\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mbyzerllm.utils.connect_ray\u001b[0m:\u001b[36mconnect_cluster\u001b[0m:\u001b[36m48\u001b[0m - \u001b[1mJDK 21 will be used (/Users/allwefantasy/.auto-coder/jdk-21.0.2.jdk/Contents/Home)...\u001b[0m\n",
      "2024-12-27 10:06:49,158\tINFO worker.py:1564 -- Connecting to existing Ray cluster at address: 127.0.0.1:6379...\n",
      "2024-12-27 10:06:49,172\tINFO worker.py:1740 -- Connected to Ray cluster. View the dashboard at \u001b[1m\u001b[32m127.0.0.1:8265 \u001b[39m\u001b[22m\n"
     ]
    }
   ],
   "source": [
    "# 初始化 LLM 和 AutoGuessQuery\n",
    "llm = byzerllm.ByzerLLM.from_default_model(model=\"deepseek_chat\")\n",
    "project_dir = \"/Users/allwefantasy/projects/auto-coder\"\n",
    "auto_guesser = AutoGuessQuery(llm, project_dir,skip_diff=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsed 100 history tasks\n",
      "Query: @@predict_next_task(location: src/autocoder/agent/auto_guess_query.py) 改成 predict_next_tasks 也就是返回一组可选 NextQuery,可能性由高到低排列. 需要同步修改 @@guess_next_query(location: src/autocoder/agent/auto_guess_query.py) 让他返回json 数组,同时给定示例\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_guess_query.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @test_auto_filegroup.ipynb 生成对 @src/autocoder/agent/auto_guess_query.py的 jupyter notebook\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_guess_query.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @src/autocoder/agent/auto_filegroup.py 实现一个 auto_guesss_query.py 该文件是根据历史的需求列表,每个需求对应的Urls以及diff信息,得到下一步要做的需求以及可能的文件列表,使用prompt 函数来生成需求以及urls, prompt 函数返回json str, 并且提供对应的 pydantic model\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @src/autocoder/agent/auto_filegroup.py 实现一个 auto_guesss_query.py 该文件是根据历史的需求列表,每个需求对应的Urls以及diff信息,得到下一步要做的需求以及可能的文件列表,使用prompt 函数来生成需求以及urls, prompt 函数返回json str, 并且提供对应的 pydantic model\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @src/autocoder/agent/auto_filegroup.py 实现一个 auto_guesss_query.py 该文件是根据历史的需求列表,每个需求对应的Urls以及diff信息,得到下一步要做的需求以及可能的文件列表,使用prompt 函数来生成需求以及urls, prompt 函数返回json str, 并且提供对应的 pydantic model\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/benchmark.py @src/autocoder/auto_coder_rag.py  添加可选 query 参数, Hello, how are you? 作为默认\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/benchmark.py @src/autocoder/auto_coder_rag.py 还需要添加一个新参数,可以按设置的并发控制跑多少轮. 同步更新\n",
      "文档 @docs/tools-benchmark.md\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/chunk_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/doc_filter.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/relevant_utils.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/token_limiter.py', '/Users/allwefantasy/projects/auto-coder/docs/tools-chunk-recall.md', '/Users/allwefantasy/projects/auto-coder/docs/tools-benchmark.md', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 根据 @src/autocoder/auto_coder_rag.py @src/autocoder/benchmark.py 在 docs 里添加一个 benchmark的文档,通俗易懂,还要详细,让人跟着就能操作\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/chunk_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/doc_filter.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/relevant_utils.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/token_limiter.py', '/Users/allwefantasy/projects/auto-coder/docs/tools-chunk-recall.md', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 根据 @src/autocoder/rag/token_limiter.py 的使用方式,修改 @src/autocoder/common/chunk_validation.py 中的 result 的处理\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/chunk_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/doc_filter.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/relevant_utils.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/token_limiter.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 使用 @@parse_relevance(location: src/autocoder/rag/relevant_utils.py) 对 @src/autocoder/common/recall_validation.py 的结果做验证,输出成功或者失败\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/chunk_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/doc_filter.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/relevant_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 根据 @notebooks/tests/test_check_relevance_with_conversation.ipynb  修正 @src/autocoder/common/recall_validation.py\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/chunk_validation.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 根据相关信息,在 docs 目录下新增一个文档, 详细介绍 auto-coder.rag tools chunk 和 auto-coder.rag tools recall  的用法和使用提供示例 注意要通俗易懂,符合开源文档惯例.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/chunk_validation.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/auto_coder_rag.py 添加一个 auto-coder.rag tools chunk_model --model 完成对抽取chunk模型的验证,具体逻辑参考 @notebooks/tests/test_extract_relevance_range.ipynb  文件,需要对结果解析进行验证是否正确,并根据结果抽取文本出来展示. 用户可选传递 content 和 query 进行抽取,我们会给一个默认的contennt 和 query. 注意,测试逻辑独立成一个文件,文件和方法都不允许有 test 之类的字样\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/recall_validation.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/auto_coder_rag.py 添加一个 auto-coder.rag tools recall --model 完成对召回模型的验证,具体逻辑参考 @notebooks/tests/test_check_relevance_with_conversation.ipynb  文件,需要对结果解析进行验证是否正确. 用户可选传递 content 和 query 进行相似度计算,我们会给一个默认的contennt 和 query. 注意,recall 测试逻辑独立成一个文件,文件和方法都不允许有 test 之类的字样\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/auto_coder_rag.py 添加一个 auto-coder.rag reacall --model 完成对召回模型的验证,具体逻辑参考 @notebooks/tests/test_check_relevance_with_conversation.ipynb  主要,需要对结果解析进行验证是否正确\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/auto_coder_rag.py 添加一个 auto-coder.rag reacall --model 完成对召回模型的验证,具体逻辑参考 @notebooks/tests/test_check_relevance_with_conversation.ipynb\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/benchmark.py 中benchmark_byzerllm 改用多线程来完成并发,而不是用ray\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 把  @src/autocoder/auto_coder_rag.py 中 benchmark 的两个实现抽取到独立的 benchmark.py 文件中\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 使用 openai async client 并发测试获得各种请求时间统计,然后在 @src/autocoder/auto_coder_rag.py 中封装成一条命令, 命令格式为: auto-coder.rag benchmark --model xxxx --paralle 10 --type openai/byzerllm\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_extract_relevance_range.ipynb', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修复 @@AutoFileGroup(location: src/autocoder/agent/auto_filegroup.py) 中 action_files 排序逻辑错误\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 优化下 @@group_by_similarity(location: src/autocoder/agent/auto_filegroup.py)\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考下面的代码 @self.app.get(\"/api/history/validate-and-load\", response_model=ValidationResponseWithFileNumbers)\n",
      "        async def validate_and_load_queries():\n",
      "            try:\n",
      "                # 检查必要的目录\n",
      "                if not os.path.exists(\"actions\") or not os.path.exists(\".auto-coder\"):\n",
      "                    return ValidationResponseWithFileNumbers(\n",
      "                        success=False,\n",
      "                        message=\"无效的 auto-coder.chat 项目：缺少 actions 或 .auto-coder 目录\"\n",
      "                    )\n",
      "                \n",
      "                queries = []\n",
      "                auto_coder_dir = \"actions\"\n",
      "                \n",
      "                # 遍历actions目录下的所有yaml文件\n",
      "                for root, _, files in os.walk(auto_coder_dir):\n",
      "                    for file in files:\n",
      "                        if file.endswith('chat_action.yml'):\n",
      "                            file_path = os.path.join(root, file)\n",
      "                            match = re.match(r'(\\d+)_chat_action\\.yml', file)\n",
      "                            if match:\n",
      "                                file_number = int(match.group(1))\n",
      "                                with open(file_path, 'r', encoding='utf-8') as f:\n",
      "                                    try:\n",
      "                                        yaml_content = yaml.safe_load(f)\n",
      "                                        if isinstance(yaml_content, dict) and 'query' in yaml_content:\n",
      "                                            timestamp = datetime.fromtimestamp(\n",
      "                                                os.path.getmtime(file_path)\n",
      "                                            ).strftime('%Y-%m-%d %H:%M:%S')\n",
      "                                            \n",
      "                                            file_md5 = hashlib.md5(open(file_path, 'rb').read()).hexdigest()\n",
      "                                            response_str = f\"auto_coder_{file}_{file_md5}\"\n",
      "                                            \n",
      "                                            urls = yaml_content.get('urls', [])\n",
      "                                            \n",
      "                                            queries.append(QueryWithFileNumber(\n",
      "                                                query=yaml_content['query'],\n",
      "                                                timestamp=timestamp,\n",
      "                                                file_number=file_number,\n",
      "                                                response=response_str,\n",
      "                                                urls=urls\n",
      "                                            ))\n",
      "                                    except yaml.YAMLError:\n",
      "                                        continue\n",
      "            \n",
      "                # 按时间戳排序\n",
      "                queries.sort(key=lambda x: x.timestamp or '', reverse=True)\n",
      "                \n",
      "                return ValidationResponseWithFileNumbers(\n",
      "                    success=True,\n",
      "                    queries=queries\n",
      "                )\n",
      "            \n",
      "            except Exception as e:\n",
      "                return ValidationResponseWithFileNumbers(\n",
      "                    success=False,\n",
      "                    message=f\"读取项目文件时出错: {str(e)}\"\n",
      "                )\n",
      "\n",
      "        @self.app.get(\"/api/history/commit-diff/{response_id}\", response_model=CommitDiffResponse)\n",
      "        async def get_commit_diff(response_id: str):\n",
      "            \"\"\"根据response_id获取对应的git commit diff\"\"\"\n",
      "            try:\n",
      "                repo = git.Repo(self.project_path)\n",
      "                \n",
      "                # 查找包含特定response message的commit\n",
      "                search_pattern = f\"{response_id}\"\n",
      "                \n",
      "                matching_commits = []\n",
      "                for commit in repo.iter_commits():\n",
      "                    if search_pattern in commit.message:\n",
      "                        matching_commits.append(commit)\n",
      "                \n",
      "                if not matching_commits:\n",
      "                    return CommitDiffResponse(\n",
      "                        success=False,\n",
      "                        message=f\"找不到对应的commit: {response_id}\"\n",
      "                    )\n",
      "                \n",
      "                # 使用第一个匹配的commit\n",
      "                target_commit = matching_commits[0]\n",
      "                \n",
      "                file_changes = []\n",
      "                if target_commit.parents:\n",
      "                    parent = target_commit.parents[0]\n",
      "                    diff = repo.git.diff(parent.hexsha, target_commit.hexsha)\n",
      "                    \n",
      "                    # 获取变更的文件\n",
      "                    diff_index = parent.diff(target_commit)\n",
      "                    \n",
      "                    for diff_item in diff_index:\n",
      "                        if diff_item.new_file:\n",
      "                            file_changes.append(FileChange(\n",
      "                                path=diff_item.b_path,\n",
      "                                change_type=\"added\"\n",
      "                            ))\n",
      "                        else:\n",
      "                            file_changes.append(FileChange(\n",
      "                                path=diff_item.b_path,\n",
      "                                change_type=\"modified\"\n",
      "                            ))\n",
      "                else:\n",
      "                    diff = repo.git.show(target_commit.hexsha)\n",
      "                    \n",
      "                    # 对于初始commit,所有文件都是新增的\n",
      "                    for item in target_commit.tree.traverse():\n",
      "                        if item.type == 'blob':  # 只处理文件,不处理目录\n",
      "                            file_changes.append(FileChange(\n",
      "                                path=item.path,\n",
      "                                change_type=\"added\"\n",
      "                            ))\n",
      "                \n",
      "                return CommitDiffResponse(\n",
      "                    success=True,\n",
      "                    diff=diff,\n",
      "                    file_changes=file_changes\n",
      "                )\n",
      "                    \n",
      "            except git.exc.GitCommandError as e:\n",
      "                return CommitDiffResponse(\n",
      "                    success=False,\n",
      "                    message=f\"Git命令执行错误: {str(e)}\"\n",
      "                )\n",
      "            except Exception as e:\n",
      "                return CommitDiffResponse(\n",
      "                    success=False,\n",
      "                    message=f\"获取commit diff时出错: {str(e)}\"\n",
      "                ) 在  group_files 中,我们yaml文件名得到commit ,然后获取 diff 信息,最后也放到group_by_similarity 的prompt 里\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests/test_auto_filegroup.ipynb 中, 修改导入路径和输出格式, 并添加执行结果输出. 在 src/autocoder/agent/auto_filegroup.py 中, 添加 FileGroup 和 FileGroups 模型, 并修改 group_by_similarity 方法返回类型为 FileGroups.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 里新建一个jupyter notebook ,测试 @src/autocoder/agent/auto_filegroup.py 中的分组功能\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修改 @@AutoFileGroup(location: src/autocoder/agent/auto_filegroup.py) 的初始化参数和 group_by_similarity 方法，增加 file_size_limit 限制和调整输入格式\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 重构 @src/autocoder/agent/auto_filegroup.py 的代码,我们分组逻辑是,给定一组yaml文件,得到里面的query和urls, 一起给到一个分组 prompt 函数,该函数prompt 函数会输出如下格式 分组名: 对应的子query列表, 对应的 urls 列表,以 json格式输出\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 src/autocoder/agent 目录下新增一个 auto_filegroup.py 文件, 使用prompt 函数实现一个自动分组功能. 参考 @src/autocoder/utils/__init__.py 文件中遍历 actions_dir 得到所有 yaml file, yaml file 内容典型如下:auto_merge: editblock\n",
      "editblock_similarity: 0.9\n",
      "enable_rag_search: false\n",
      "human_as_model: true\n",
      "include_file:\n",
      "- ./base/base.yml\n",
      "include_project_structure: true\n",
      "index_build_workers: 100\n",
      "index_filter_level: 1\n",
      "index_filter_workers: 100\n",
      "model: deepseek_chat\n",
      "project_type: py\n",
      "query: '在 @src/autocoder/chat_auto_coder.py 中的 # Mark 处,我们需要从 yaml_config 临时生成一个 yaml\n",
      "  file ,然后从该yaml 文件得到 args, 得到后要删除该临时文件'\n",
      "query_suffix: 如果是编码，请严格按照 SEARCH/REPLACE 进行输出\n",
      "rag_token: xxxx\n",
      "rag_type: simple\n",
      "rag_url: http://127.0.0.1:7001/v1\n",
      "silence: true\n",
      "skip_build_index: true\n",
      "skip_confirm: true\n",
      "urls:\n",
      "- /Users/allwefantasy/projects/auto-coder/src/autocoder/chat_auto_coder.py\n",
      "- .auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md\n",
      "根据query ,以及 urls, 判断哪些文件可以放到一组,满足一类特殊需求的上下文.  记得使用 prompt 函数来实现\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/chat_auto_coder.py 中的 # Mark 处,我们需要从 yaml_config 临时生成一个 yaml file ,然后从该yaml 文件得到 args, 得到后要删除该临时文件\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/chat_auto_coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修复 notebooks/tests/test_extract_relevance_range.ipynb 中的执行错误，并更新代码以使用 TokenLimiter 类。\n",
      "\n",
      "在 @src/autocoder/common/code_auto_generate.py 等文件中，将 system_prompt 为 \"claude\" 时的提示内容改为 claude_sys_prompt。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_generate_editblock.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/sys_prompt.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/common/code_auto_generate_editblock.py 中 sys_prompt需要调用里面的方法\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_generate_editblock.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/sys_prompt.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: sys_prompt.prompt 要改成 sys_prompt.claude_sys_prompt.prompt()\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_generate_editblock.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @notebooks/tests/test_check_relevance_with_conversation.ipynb 新建一个新的的jupyter notebook 测试 @@extract_relevance_range_from_docs_with_conversation(location: src/autocoder/rag/token_limiter.py) 方法\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_check_relevance_with_conversation.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/token_limiter.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修改 notebooks/tests/test_check_relevance_with_conversation.ipynb，更新初始化方式并调整相关性检查逻辑。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 目录下新建一个jupyter notebook prompt 函数 @@_check_relevance_with_conversation(location: src/autocoder/rag/doc_fi\n",
      "lter.py)\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @@DocFilter(location: src/autocoder/rag/doc_filter.py) 中, 添加 recall_llm 的初始化逻辑\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @@DocFilterWorker 和 @@TokenLimiter 中, 初始化时设置 recall_llm 和 chunk_llm, 并在相关方法中使用.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @@DocFilterWorker 和 @@LongContextRAG 中, 根据 llm 的 sub_client 配置动态选择模型进行处理.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/auto_coder_rag.py 中的serve_parser 添加 recall_model, chunk_model,qa_model 三个参数.然后如果存在,则使用类似 if args.chat_model:\n",
      "            chat_model = byzerllm.ByzerLLM()\n",
      "            chat_model.setup_default_model_name(args.chat_model)\n",
      "            llm.setup_sub_client(\"chat_model\", chat_model) 这样的代码添加到 llm 中\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修复 @@get_last_yaml_file(location: src/autocoder/utils/__init__.py) 中获取旧文件序号的逻辑错误\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修改文件名序列生成逻辑，使用12位数字序列并支持带下划线的文件名格式。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 移除 `commit` 函数中多余的 `print` 语句\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 修改 @@commit_desc 描述，明确是基于用户人工修改的代码自动生成yaml文件并提交更改\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 添加 `/commit` 命令，自动生成yaml文件并提交更改\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 src/autocoder 目录下多个文件中添加了新的 import 和代码逻辑，以支持新的功能需求。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/common/git_utils.py 中新增一个方法,获取当前项目还没有commit 的信息,包括新增,删除以及修改文件列表,每个文件的差异,返回一个易于阅读的markdown字符串.  接着新增另外一个方法 prompt 方法, 前面函数返回的字符串作为入参,然后得到一个 commit 信息.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/common/git_utils.py 中新增一个方法,获取当前项目还没有commit 的信息,包括新增,删除以及修改文件列表,每个文件的差异,返回一个易于阅读的markdown字符串.  接着新增另外一个方法 prompt 方法, 前面函数返回的字符串作为入参,然后得到一个 commit 信息.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @src/autocoder/common/git_utils.py 中新增一个方法,获取当前项目还没有commit 的信息,包括新增,删除以及修改文件列表,每个文件的差异,返回一个易于阅读的markdown字符串.  接着新增另外一个方法 prompt 方法, 前面函数返回的字符串作为入参,然后得到一个 commit 信息.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/git_utils.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 目录下新建一个 jupyter notebook, 对 @@_answer_question(location: src/autocoder/rag/long_context_rag.py) 进行测试\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/simple_cache.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/byzer_storage_cache.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/file_monitor_cache.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_simple_cache.ipynb']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 目录下新建一个 jupyter notebook, 对 @src/autocoder/rag/cache/file_\n",
      "monitor_cache.py 文件增删改查进行测试\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/simple_cache.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/byzer_storage_cache.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/file_monitor_cache.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_simple_cache.ipynb']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/rag/cache/byzer_storage_cache.py 的缓存更新流程是否正确?有什么遗漏么?\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/simple_cache.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/byzer_storage_cache.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 目录下新建一个 jupyter notebook, 对 simple_cache 新增,删除文件进行测试\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/simple_cache.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 仔细分下下 @src/autocoder/rag/cache/simple_cache.py 是否会有缓存得不到更新的问题\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/cache/simple_cache.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@DocxConverter(location: src/autocoder/utils/_markitdown.py) Traceback (most recent call last):\n",
      "  File \"/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/_markitdown.py\", line 1237, in _convert\n",
      "    res = converter.convert(local_path, **_kwargs)\n",
      "  File \"/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/_markitdown.py\", line 686, in convert\n",
      "    result = mammoth.convert_to_html(\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/__init__.py\", line 12, in convert_to_html\n",
      "    return convert(*args, output_format=\"html\", **kwargs)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/__init__.py\", line 26, in convert\n",
      "    return options.read_options(kwargs).bind(lambda convert_options:\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/results.py\", line 15, in bind\n",
      "    result = func(self.value)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/__init__.py\", line 27, in <lambda>\n",
      "    docx.read(fileobj).map(transform_document).bind(lambda document:\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/results.py\", line 15, in bind\n",
      "    result = func(self.value)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/__init__.py\", line 28, in <lambda>\n",
      "    conversion.convert_document_element_to_html(\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 49, in convert_document_element_to_html\n",
      "    nodes = converter.visit(element, context)\n",
      "  File \"<string>\", line 5, in visit\n",
      "  File \"<string>\", line 1, in _accept1\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 83, in visit_document\n",
      "    nodes = self._visit_all(document.children, context)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 311, in _visit_all\n",
      "    return [\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 314, in <listcomp>\n",
      "    for html_node in self.visit(element, context)\n",
      "  File \"<string>\", line 5, in visit\n",
      "  File \"<string>\", line 1, in _accept1\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 106, in visit_paragraph\n",
      "    return html_path.wrap(children)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/html_paths.py\", line 33, in wrap\n",
      "    nodes = generate_nodes()\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 99, in children\n",
      "    content = self._visit_all(paragraph.children, context)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 311, in _visit_all\n",
      "    return [\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 314, in <listcomp>\n",
      "    for html_node in self.visit(element, context)\n",
      "  File \"<string>\", line 5, in visit\n",
      "  File \"<string>\", line 1, in _accept1\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 137, in visit_run\n",
      "    return nodes()\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/html_paths.py\", line 33, in wrap\n",
      "    nodes = generate_nodes()\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 110, in <lambda>\n",
      "    nodes = lambda: self._visit_all(run.children, context)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 311, in _visit_all\n",
      "    return [\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 314, in <listcomp>\n",
      "    for html_node in self.visit(element, context)\n",
      "  File \"<string>\", line 5, in visit\n",
      "  File \"<string>\", line 1, in _accept1\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/conversion.py\", line 77, in visit_image\n",
      "    return self._convert_image(image)\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/site-packages/mammoth/images.py\", line 11, in convert_image\n",
      "    attributes.update(func(image))\n",
      "TypeError: cannot convert dictionary update sequence element #0 to a sequence\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@DocxConverter(location: src/autocoder/utils/_markitdown.py) 中,修改 _save_image中保存图片的文件名使用递增而不是hash值\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@DocxConverter(location: src/autocoder/utils/_markitdown.py) 中,修改 _save_image中保存图片的文件名使用递增而不是hash值\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@DocxConverter(location: src/autocoder/utils/_markitdown.py) 中,修改 _save_image中保存图片的文件名使用递增而不是hash值\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@DocxConverter(location: src/autocoder/utils/_markitdown.py) 中,保存图片使用递增需要而不是hash值\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@DocxConverter(location: src/autocoder/utils/_markitdown.py) 中,保存图片使用递增需要而不是hash值\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../markitdown/src/markitdown/_markitdown.py 中,DocxConverter 当施一公 mammoth.convert_to_html(docx_file) 将docx 黄钻还为Html时,需要对图片做处理\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../markitdown/src/markitdown/_markitdown.py 中,为什么会出现如下错误: Error extracting image: cannot reshape array of size 48950 into shape (203,1026,3) fallback to writing original data\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@_process_layout 方法中当 image_data 存在时, 在这里实现处理PDF中抽取出来的image对象数据 image_data 的逻辑，需要考虑 image_data 的格式，以及如果是RGB或者L 格式的haul，如何转换为PIL.Image                       务必保证处理的完整性，正确性。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../markitdown/src/markitdown/_markitdown.py 文件中按注释注释正确实现对应的逻辑.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @../markitdown/src/markitdown/_markitdown.py  里的API,使用这个API,修改 @notebooks/tests/test_markitdown.ipynb 将 pdf 转化  markdown文件\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_markitdown.ipynb', '/Users/allwefantasy/projects/markitdown/src/markitdown/_markitdown.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 目录下创建一个新的 jupyter notebook, 用来测试 markitdown 库\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 目录下创建一个新的 jupyter notebook, 用来测试 markitdown 库\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 添加一个新参数  system_prompt, 在 @src/autocoder/command_args.py 中所有 code_model 参数的地方添加该参数\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 添加一个新参数  system_prompt\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @src/autocoder/common/code_auto_merge_editblock.py 中CODE_GENERATE_START,CODE_GENERATE_END 事件, 在其他文件里添加也添加这些事件. 注意,只需要修改 single_round_run 方法.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_generate_strict_diff.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_generate_diff.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_generate.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@merge_code(location: src/autocoder/common/code_auto_merge_editblock.py) 中添加一个新的变量 merged_blocks,将合并后的内容保存在 merged_blocks. 然后下面的代码改成从 merged_blocks 获取,而不是从 changes_to_make 中获取 if self.args.request_id and not self.args.skip_events:\n",
      "            # collect modified files\n",
      "            event_data = []\n",
      "            for file_path, old_block, new_block in changes_to_make:\n",
      "                event_data.append(\n",
      "                    {\n",
      "                        \"file_path\": file_path,\n",
      "                        \"old_block\": old_block,\n",
      "                        \"new_block\": new_block,\n",
      "                    }\n",
      "                )\n",
      "\n",
      "            _ = queue_communicate.send_event(\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @@merge_code(location: src/autocoder/common/code_auto_merge_editblock.py) 中添加一个新的变量 merged_blocks,将合并后的内容保存在 merged_blocks. 然后下面的代码改成从 merged_blocks 获取,而不是从 changes_to_make 中获取 if self.args.request_id and not self.args.skip_events:\n",
      "            # collect modified files\n",
      "            event_data = []\n",
      "            for file_path, old_block, new_block in changes_to_make:\n",
      "                event_data.append(\n",
      "                    {\n",
      "                        \"file_path\": file_path,\n",
      "                        \"old_block\": old_block,\n",
      "                        \"new_block\": new_block,\n",
      "                    }\n",
      "                )\n",
      "\n",
      "            _ = queue_communicate.send_event(\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @notebooks/tests/test_coder.ipynb 中的使用方式,目前运行结果如图片中,显然是不对的.需要进行修正.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_coder.ipynb', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 参考 @@present_assistant_message(location: src/autocoder/agent/coder.py) 实现一个新的方法 present_assistant_message_in_terminal 在里面使用 prompttoolkit 和rich 和用户完成交互.打印thinking 里的内容,当使用工具时,要和用户确认\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 改造 @src/autocoder/agent/coder.py 提供一个新的 _run_task_in_terminal 实现,在这里,print出相应信息,并且在需要交互的时候进行交互\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 运行 @src/autocoder/agent/coder.py run 方法后,run 方法要返回一个 Generator,返回的值会实时包括整个执行流程,主要返回assistant解析后的信息要实时返回,当遇到需要使用工具的时候,需要和用户确认\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: Traceback (most recent call last):\n",
      "  File \"/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_coder.py\", line 22, in <module>\n",
      "    asyncio.run(coder.run(test_task))\n",
      "  File \"/opt/miniconda3/envs/byzerllm/lib/python3.10/asyncio/runners.py\", line 37, in run\n",
      "    raise ValueError(\"a coroutine was expected, got {!r}\".format(main))\n",
      "ValueError: a coroutine was expected, got None\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 创建一个 jupyter notebook (notebooks/tests) 目录下,然后测试 coder.py ,让其启动一个创建 reactjs + typescript + tailwindcss 的任务\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 现在思考下,如果用户想要创建一个reactjs+tailwindcss + typescript 的项目,首先会生成 npm 命令,然后执行交互,但发现正确创建后,大模型应该会是write_to_file,从而填充诸如package.json,tsconfig等文件,最后运行 npm run start 启动这个新创建的前端项目.如果要完整这么一个流程, @src/autocoder/agent/coder.py 能支持么?\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/agent/coder.py 会在命令行中被使用, 可以使用最新版的 prompttoolkit 和 rich 库,来支持. 当调用 execute_command_tool ,比如执行某个Npm命令,这个命令可能又有交互,需要支持和该指令的交互,交互完成后退出到主交互.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @coder.py\n",
      "Files: ['.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../auto-coder.web/ref_repos/cline/src/core/Cline.ts 是基于vscode的, @src/autocoder/agent/coder.py 的实现需要基于命令行 terminal运行.你可以使用 rich 库来完成命令行交互.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/Cline.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @src/autocoder/agent/coder.py 和 @../auto-coder.web/ref_repos/cline/src/core/Cline.ts 相比,还有哪些地方不完善?\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/Cline.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../auto-coder.web/ref_repos/cline/src/core/Cline.ts 根据大模型的返回提取工具,并且执行相应的工具,针对工具的执行返回,再确定下一步应该怎么做.我们在 @src/autocoder/agent/coder.py 中模仿其实现,核心是实现骨架和流程保持和 Client.ts 和 @../auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts  中一致.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/Cline.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../auto-coder.web/ref_repos/cline/src/core/Cline.ts 根据大模型的返回提取工具,并且执行相应的工具,针对工具的执行返回,再确定下一步应该怎么做.我们在 @src/autocoder/agent/coder.py 中模仿其实现,核心是实现骨架和流程保持和 Client.ts 和 @../auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts  中一致.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/Cline.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../auto-coder.web/ref_repos/cline/src/core/Cline.ts 根据大模型的返回提取工具,并且执行相应的工具,针对工具的执行返回,再确定下一步应该怎么做.我们在 @src/autocoder/agent/coder.py 中模仿其实现,核心是实现骨架和流程保持和 Client.ts 中一致.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/Cline.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @../auto-coder.web/ref_repos/cline/src/core/Cline.ts 根据大模型的返回提取工具,并且执行相应的工具,针对工具的执行返回,再确定下一步应该怎么做.我们在 @src/autocoder/agent/coder.py 中模仿其实现,要一个具有核心功能的精简版.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/prompts/responses.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/Cline.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 根据 @@_run(location: src/autocoder/agent/coder.py) 中的xml定义,以及 @../auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts 在 @src/autocoder/agent/coder.py中定义相应的 pydantic 类\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 优化 @@detect_env(location: src/autocoder/common/__init__.py) ,给 EnvInfo 增加 default_shell,home_dir, cwd 三个新属性\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 针对 @@parse_assistant_message(location: src/autocoder/agent/coder.py) 生成一个 jupyter notebook, 在 notebooks/tests 里.\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @参考 @../auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts 和 @../auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts ,实现 @src/autocoder/agent/coder.py 中的 parse_assistant_message 方法\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: @参考 @../auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/index.ts', '/Users/allwefantasy/projects/auto-coder.web/ref_repos/cline/src/core/assistant-message/parse-assistant-message.ts', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 新增一个rag_ 系列参数，叫 rag_params_max_tokens 默认 值为4096，请注意， @src/autocoder/command_args.py 中每一处有 rag_url 参数的地方都要同步添加 rag_params_max_tokens。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 新增一个rag_ 系列参数，叫 rag_params_max_tokens 默认 值为4096，请注意， @src/autocoder/command_args.py 中每一处有 rag_url 参数的地方都要同步添加 rag_params_max_tokens。\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 新增一个rag_ 系列参数，叫 rag_params_max_tokens 默认 值为4096\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: get_rag_source_codes 中如果是使用 rich 展示,则需要显示一个动态查询的效果,比如一个查询耗时实时更新. 此外,CommunicateEvent 的data 需要是一个json结构的,参考 @code_auto_generate_editblock.py 中的例子\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/suffixproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/pyproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/tsproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/regexproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/queue_communicate.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在每个文件中的 get_rag_source_codes 方法中,如果纯在 request_id, 则使用发送对应的事件,否则使用 rich 库展示当前正在做RAG检索\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/suffixproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/pyproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/tsproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/regexproject/__init__.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/queue_communicate.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 新增一个 skip_events 参数\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 新增一个 skip_events 参数\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/command_args.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/lang.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/common/__init__.py']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @@build_index_and_filter_files(location: src/autocoder/index/index.py) 中添加相关的事件 参考文档, @src/autocoder/utils/queue_communicate.py 和 @src/autocoder/common/code_auto_merge_editblock.py 以及 @src/autocoder/auto_coder.py 等相关使用例子\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/queue_communicate.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/index/index.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 @@build_index_and_filter_files(location: src/autocoder/index/index.py) 中添加相关的事件 参考文档, @src/autocoder/utils/queue_communicate.py 和 @src/autocoder/common/code_auto_merge_editblock.py 以及 @src/autocoder/auto_coder.py 等相关使用例子\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/queue_communicate.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/index/index.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md']\n",
      "No diff\n",
      "----------------------------------------\n",
      "Query: 在 notebooks/tests 中生成 Jupyter Notebook ,对 @src/autocoder/common/code_auto_merge_editblock.py 代码进行测试,测试是否可以正确从包含如下两种类型的代码中抽取出来:\n",
      "\n",
      "````python\n",
      "##File: src/autocoder/index/index.py\n",
      "<<<<<<< SEARCH\n",
      "    # Print final statistics\n",
      "    logger.info(\"\\n=== Build Index and Filter Files Summary ===\")\n",
      "    logger.info(f\"Total files in project: {stats['total_files']}\")\n",
      "    logger.info(f\"Files indexed: {stats['indexed_files']}\")\n",
      "    logger.info(f\"Files after Level 1 filter: {stats['level1_filtered']}\")\n",
      "    logger.info(f\"Files after Level 2 filter: {stats['level2_filtered']}\")\n",
      "    logger.info(f\"Files after relevance verification: {stats.get('verified_files', 0)}\")\n",
      "    logger.info(f\"Final files selected: {stats['final_files']}\")\n",
      "    logger.info(\"\\nTime breakdown:\")\n",
      "    for phase, duration in stats[\"timings\"].items():\n",
      "        logger.info(f\"  - {phase}: {duration:.2f}s\")\n",
      "    logger.info(f\"Total execution time: {total_time:.2f}s\")\n",
      "    logger.info(\"==========================================\\n\")\n",
      "    \n",
      "    return source_code\n",
      "=======\n",
      "    # Print final statistics\n",
      "    logger.info(\"\\n=== Build Index and Filter Files Summary ===\")\n",
      "    logger.info(f\"Total files in project: {stats['total_files']}\")\n",
      "    logger.info(f\"Files indexed: {stats['indexed_files']}\")\n",
      "    logger.info(f\"Files after Level 1 filter: {stats['level1_filtered']}\")\n",
      "    logger.info(f\"Files after Level 2 filter: {stats['level2_filtered']}\")\n",
      "    logger.info(f\"Files after relevance verification: {stats.get('verified_files', 0)}\")\n",
      "    logger.info(f\"Final files selected: {stats['final_files']}\")\n",
      "    logger.info(\"\\nTime breakdown:\")\n",
      "    for phase, duration in stats[\"timings\"].items():\n",
      "        logger.info(f\"  - {phase}: {duration:.2f}s\")\n",
      "    logger.info(f\"Total execution time: {total_time:.2f}s\")\n",
      "    logger.info(\"==========================================\\n\")\n",
      "    \n",
      "    # Send filter end event\n",
      "    if args.request_id:\n",
      "        queue_communicate.send_event_no_wait(\n",
      "            request_id=args.request_id,\n",
      "            event=CommunicateEvent(\n",
      "                event_type=CommunicateEventType.CODE_INDEX_FILTER_END.value,\n",
      "                data=f\"Completed filtering. Final files selected: {stats['final_files']}\"\n",
      "            )\n",
      "        )\n",
      "    \n",
      "    return source_code\n",
      ">>>>>>> REPLACE\n",
      "````\n",
      "\n",
      "\n",
      "\n",
      "````python:src/autocoder/index/index.py\n",
      "<<<<<<< SEARCH\n",
      "    # Print final statistics\n",
      "    logger.info(\"\\n=== Build Index and Filter Files Summary ===\")\n",
      "    logger.info(f\"Total files in project: {stats['total_files']}\")\n",
      "    logger.info(f\"Files indexed: {stats['indexed_files']}\")\n",
      "    logger.info(f\"Files after Level 1 filter: {stats['level1_filtered']}\")\n",
      "    logger.info(f\"Files after Level 2 filter: {stats['level2_filtered']}\")\n",
      "    logger.info(f\"Files after relevance verification: {stats.get('verified_files', 0)}\")\n",
      "    logger.info(f\"Final files selected: {stats['final_files']}\")\n",
      "    logger.info(\"\\nTime breakdown:\")\n",
      "    for phase, duration in stats[\"timings\"].items():\n",
      "        logger.info(f\"  - {phase}: {duration:.2f}s\")\n",
      "    logger.info(f\"Total execution time: {total_time:.2f}s\")\n",
      "    logger.info(\"==========================================\\n\")\n",
      "    \n",
      "    return source_code\n",
      "=======\n",
      "    # Print final statistics\n",
      "    logger.info(\"\\n=== Build Index and Filter Files Summary ===\")\n",
      "    logger.info(f\"Total files in project: {stats['total_files']}\")\n",
      "    logger.info(f\"Files indexed: {stats['indexed_files']}\")\n",
      "    logger.info(f\"Files after Level 1 filter: {stats['level1_filtered']}\")\n",
      "    logger.info(f\"Files after Level 2 filter: {stats['level2_filtered']}\")\n",
      "    logger.info(f\"Files after relevance verification: {stats.get('verified_files', 0)}\")\n",
      "    logger.info(f\"Final files selected: {stats['final_files']}\")\n",
      "    logger.info(\"\\nTime breakdown:\")\n",
      "    for phase, duration in stats[\"timings\"].items():\n",
      "        logger.info(f\"  - {phase}: {duration:.2f}s\")\n",
      "    logger.info(f\"Total execution time: {total_time:.2f}s\")\n",
      "    logger.info(\"==========================================\\n\")\n",
      "    \n",
      "    # Send filter end event\n",
      "    if args.request_id:\n",
      "        queue_communicate.send_event_no_wait(\n",
      "            request_id=args.request_id,\n",
      "            event=CommunicateEvent(\n",
      "                event_type=CommunicateEventType.CODE_INDEX_FILTER_END.value,\n",
      "                data=f\"Completed filtering. Final files selected: {stats['final_files']}\"\n",
      "            )\n",
      "        )\n",
      "    \n",
      "    return source_code\n",
      ">>>>>>> REPLACE\n",
      "````\n",
      "Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/common/code_auto_merge_editblock.py', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/auto-coder-dev/README.md', '.auto-coder/libs/llm_friendly_packages/github.com/allwefantasy/byzer-llm/README.md']\n",
      "No diff\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# 测试 parse_history_tasks 方法\n",
    "history_tasks = auto_guesser.parse_history_tasks()\n",
    "print(f\"Parsed {len(history_tasks)} history tasks\")\n",
    "for task in history_tasks:\n",
    "    print(f\"Query: {task[0]}\")\n",
    "    print(f\"Files: {task[1]}\")\n",
    "    print(f\"Diff: {task[2][:100]}...\" if task[2] else \"No diff\")\n",
    "    print(\"-\" * 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Next Query: 在 auto_guess_query.py 中添加任务预测的单元测试\n",
      "Predicted Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_guess_query.py', '/Users/allwefantasy/projects/auto-coder/notebooks/tests/test_auto_guess_query.ipynb']\n",
      "Priority: 5\n",
      "Reason: 任务预测功能是核心功能，需要确保其正确性和稳定性。添加单元测试可以验证预测逻辑的准确性，防止回归问题。\n",
      "Dependencies: ['改成 predict_next_tasks 也就是返回一组可选 NextQuery,可能性由高到低排列', '参考 @test_auto_filegroup.ipynb 生成对 @src/autocoder/agent/auto_guess_query.py的 jupyter notebook']\n",
      "----------------------------------------\n",
      "Next Query: 优化 auto_filegroup.py 中的分组性能，支持大文件处理\n",
      "Predicted Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/auto_filegroup.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/utils/__init__.py']\n",
      "Priority: 4\n",
      "Reason: 当前分组逻辑在处理大文件时可能存在性能问题，需要优化文件处理逻辑，增加对大文件的支持，提升整体性能。\n",
      "Dependencies: ['优化下 @@group_by_similarity(location: src/autocoder/agent/auto_filegroup.py)', '重构 @src/autocoder/agent/auto_filegroup.py 的代码']\n",
      "----------------------------------------\n",
      "Next Query: 在 auto_coder_rag.py 中添加对召回模型的性能监控\n",
      "Predicted Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/rag/long_context_rag.py']\n",
      "Priority: 3\n",
      "Reason: 召回模型的性能直接影响用户体验，添加性能监控可以及时发现性能瓶颈，优化模型调用效率。\n",
      "Dependencies: ['在 @src/autocoder/auto_coder_rag.py 添加一个 auto-coder.rag tools recall --model 完成对召回模型的验证', '在 @@DocFilterWorker 和 @@TokenLimiter 中, 初始化时设置 recall_llm 和 chunk_llm']\n",
      "----------------------------------------\n",
      "Next Query: 在 coder.py 中增加对用户交互的异常处理\n",
      "Predicted Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/agent/coder.py']\n",
      "Priority: 4\n",
      "Reason: 当前用户交互逻辑缺乏异常处理，可能导致程序崩溃。增加异常处理可以提升系统的健壮性和用户体验。\n",
      "Dependencies: ['改造 @src/autocoder/agent/coder.py 提供一个新的 _run_task_in_terminal 实现', '运行 @src/autocoder/agent/coder.py run 方法后,run 方法要返回一个 Generator']\n",
      "----------------------------------------\n",
      "Next Query: 在 benchmark.py 中添加对多线程任务的性能分析\n",
      "Predicted Files: ['/Users/allwefantasy/projects/auto-coder/src/autocoder/benchmark.py', '/Users/allwefantasy/projects/auto-coder/src/autocoder/auto_coder_rag.py']\n",
      "Priority: 3\n",
      "Reason: 多线程任务的性能分析可以帮助识别并发瓶颈，优化任务调度策略，提升整体执行效率。\n",
      "Dependencies: ['@src/autocoder/benchmark.py 中benchmark_byzerllm 改用多线程来完成并发,而不是用ray', '使用 openai async client 并发测试获得各种请求时间统计']\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# 测试 predict_next_task 方法\n",
    "next_tasks = auto_guesser.predict_next_tasks()\n",
    "for next_task in next_tasks:\n",
    "    print(f\"Next Query: {next_task.query}\")\n",
    "    print(f\"Predicted Files: {next_task.urls}\")\n",
    "    print(f\"Priority: {next_task.priority}\")\n",
    "    print(f\"Reason: {next_task.reason}\")\n",
    "    print(f\"Dependencies: {next_task.dependency_queries}\")\n",
    "    print(\"-\" * 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 测试 NextQuery 模型\n",
    "sample_next_query = NextQuery(\n",
    "    query=\"Implement new feature X\",\n",
    "    urls=[\"src/feature_x.py\", \"tests/test_feature_x.py\"],\n",
    "    priority=3,\n",
    "    reason=\"Required for upcoming release\",\n",
    "    dependency_queries=[\"Setup basic project structure\"]\n",
    ")\n",
    "print(sample_next_query.json(indent=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试说明\n",
    "\n",
    "1. `parse_history_tasks` 测试：验证是否能正确解析历史任务\n",
    "2. `predict_next_task` 测试：验证是否能正确预测下一个任务\n",
    "3. `NextQuery` 模型测试：验证数据模型是否能正常工作\n",
    "\n",
    "注意：测试前请确保在 `tests/resources/test_project/actions` 目录下存在有效的 YAML 文件。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "byzerllm",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
